SemiAnalysis - The GPU Cloud ClusterMAX™ Rating System | How to Rent GPUs - March 2025 logo

SemiAnalysis - The GPU Cloud ClusterMAX™ Rating System | How to Rent GPUs - March 2025

Free

Independent GPU Cloud Ratings for the AI Era

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Type
Open Source
Company
SemiAnalysis

About SemiAnalysis - The GPU Cloud ClusterMAX™ Rating System | How to Rent GPUs - March 2025

The GPU Cloud ClusterMAX™ Rating System is an independent evaluation framework created by SemiAnalysis to help navigate the GPU rental market. It rates GPU cloud providers across tiers (Platinum, Gold, Sliver, Bronze, UnderPerform) based on criteria such as security, lifecycle management, networking performance, reliability, and pricing. The system aims to cover over 90% of the GPU rental market and includes insights on pricing trends, total cost of ownership, and provider recommendations. The full report requires a subscription.

Key Features

Independent testing and customer feedback collection from GPU cloud providers
Five-tier rating system: Platinum, Gold, Sliver, Bronze, UnderPerform
Evaluation guidelines covering security, networking, storage, reliability, and pricing
Covers 90%+ of the GPU rental market by volume
Includes GPU rental pricing trends and total cost of ownership analysis
Recommendations for AMD and Nvidia based on market assessment

Pros & Cons

Pros
  • Independent and unbiased evaluation not tied to provider compensation
  • Comprehensive coverage of major and emerging GPU cloud providers
  • Detailed rating criteria including technical and business factors
  • Practical guidelines for renting GPUs in a buyer's market
Cons
  • Full report accessible only through paid subscription
  • Ratings based on a specific snapshot in time and may not reflect current conditions
  • Not all GPU cloud providers are rated in the initial release
  • Limited to Hopper and MI300 class GPUs focus

Best For

Selecting a GPU cloud provider for AI model training and inferenceEvaluating GPU rental options for cost and performance efficiencyUnderstanding the GPU cloud market landscape and provider differentiationInformed decision-making for AI infrastructure investments

FAQ

What is the GPU Cloud ClusterMAX™ Rating System?
It is an independent rating system created by SemiAnalysis to evaluate GPU cloud providers based on criteria such as security, networking, reliability, and pricing, covering over 90% of the GPU rental market.
How are providers rated in ClusterMAX?
Providers are tiered into Platinum, Gold, Sliver, Bronze, and UnderPerform based on performance in areas like lifecycle management, Slurm/Kubernetes support, NCCL/RCCL networking, SLAs, and consumption models.
Which providers are included?
Initial ratings include CoreWeave (Platinum), Crusoe, Nebius, Oracle Cloud, Azure, Together AI, LeptonAI (Gold), AWS, Lambda Labs, Firmus/Sustainable Metal Cloud, Scaleway (Sliver), and others.
Is the full report free?
No, the full article with detailed analysis and pricing trends requires a subscription to SemiAnalysis.